# Discriminative tasks on RA-QA

Source: [Discriminative tasks on RA-QA](<https://www.sota2.com/research/sota/discriminative-tasks-on-ra-qa>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-03-09T09:15:10.778Z

Evaluation of model performance on the RA-QA dataset for discriminative tasks, reporting Accuracy, Macro F1, Token F1, and Exact Match scores.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Discriminative tasks |
| Dataset (including any stated split) | RA-QA |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/discriminative-tasks-on-ra-qa.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Macro F1](<https://www.sota2.com/research/sota/discriminative-tasks-on-ra-qa.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

- [Token F1](<https://www.sota2.com/research/sota/discriminative-tasks-on-ra-qa.md?metric=Token%20F1>): Higher is better; unit: PERCENT.

- [Exact Match](<https://www.sota2.com/research/sota/discriminative-tasks-on-ra-qa.md?metric=Exact%20Match>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| RAMoEA-QA | 72 | Not recorded | 69ae54062d603e6de3e42be2 |
| CareAQA-operaGT | 67 | Not recorded | 69ae54062d603e6de3e42be2 |
| CareAQA-operaCT | 61 | Not recorded | 69ae54062d603e6de3e42be2 |
| PENGI | 22 | Not recorded | 69ae54062d603e6de3e42be2 |

### RAMoEA-QA

Accuracy: 72. Result ID: 69ae8f896dbb7075b956ef55.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42be2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42be2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CareAQA-operaGT

Accuracy: 67. Result ID: 69ae8f896dbb7075b956ef54.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42be2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa790b1e209131cea7bdb0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CareAQA-operaCT

Accuracy: 61. Result ID: 69ae8f896dbb7075b956ef53.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42be2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa790b1e209131cea7bdb0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PENGI

Accuracy: 22. Result ID: 69ae8f896dbb7075b956ef52.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42be2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d71e209131cea534a3.md>)

[Implementation](<https://github.com/microsoft/Pengi>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.